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dedupe-rank

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Use when a broad paper candidate pool needs deterministic deduplication and a stable core set. **Trigger**: dedupe, rank, core set, 去重, 排序, 精选论文, 核心集合. **Use when**: 检索后需要把广覆盖集合收敛成可管理的 core set（用于 taxonomy/outline/mapping）。 **Skip if**: 已经有人手工整理了稳定的 `papers/core_set.csv`（无需再次 churn）。 **Network**: none. **Guardrail**: 偏 deterministic；输出应可重复（稳定 paper_id、字段规范）。

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Source SKILL.md: https://github.com/WILLOSCAR/research-units-pipeline-skills/blob/HEAD/.codex/skills/dedupe-rank/SKILL.md

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Dedupe + Rank

Turns a raw candidate pool into a deduped pool and a stable core set.

Input

  • papers/papers_raw.jsonl

Outputs

  • papers/papers_dedup.jsonl
  • papers/core_set.csv

Script boundary

scripts/run.py should own only:

  • title/year deduplication
  • deterministic ranking
  • stable paper_id generation

Use shared domain packs or pipeline contract metadata for topic-specific or product-specific behavior.

Contract-driven behavior

The script should prefer pipeline contract metadata over profile-name branching.

Current important field:

  • quality_contract.candidate_pool_policy.keep_full_deduped_pool

If true, the script keeps the full deduped pool in papers/core_set.csv unless the user explicitly overrides core size.

Acceptance

  • deduped JSONL exists
  • core-set CSV exists
  • reruns are stable for the same inputs

Non-goals

  • retrieval
  • screening
  • manual topic authoring inside the script